{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import warnings\n",
    "\n",
    "\n",
    "##解决图例中文乱码，设置参数\n",
    "matplotlib.rcParams['font.family']=['sans-serif']\n",
    "matplotlib.rcParams['font.sans-serif']=['Songti SC']#显示中文\n",
    "matplotlib.rcParams['font.serif']=['Songti SC']\n",
    "matplotlib.rcParams['axes.unicode_minus']=False #正常显示符号\n",
    "\n",
    "#屏蔽警告信息\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 最基础的直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# library & dataset\n",
    "import seaborn as sns\n",
    "df = pd.read_csv('seaborn-data/iris.csv')\n",
    "\n",
    "# Plot the histogram thanks to the distplot function\n",
    "## kde=True 显示平滑曲线密度图\n",
    "# bins=4 控制数量\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(121)# 设置1行2列组图\n",
    "sns.histplot(data=df,x=\"sepal_length\",kde=True )\n",
    "\n",
    "#自定义密度图，增加阴影\n",
    "plt.subplot(122)\n",
    "sns.distplot(df['sepal_length'],kde=True,\n",
    "            kde_kws={\"color\": \"g\", \"alpha\": 0.3, \"linewidth\": 5, \"shade\": True})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多个变量的直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEECAYAAAAmiP8hAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAA0AklEQVR4nO3deXyU9bX48c+ZJZPJAiEhhCUEkDW4UhFEUUBwwapYW+2tey+W2kptbW/rbWt/4lVri7ZSbcsV9Val2mrVqtdasBYUFBdAEUQCWFmSEEICWcg2meX7++NJuIiBbDPzzDxz3q/XvEImM89zJhlOvjnP93u+YoxBKaWUc7nsDkAppVRsaaJXSimH00SvlFIOp4leKaUcThO9Uko5nMfuADrSv39/M3z4cLvDUEqppLJ+/fpqY0z+kfcnZKIfPnw469atszsMpZRKKiKyq6P7tXSjlFIOp4leKaUcThO9Uko5XELW6JVSyS0YDFJWVkZLS4vdoThSeno6hYWFeL3eLj1eE71SKurKysrIzs5m+PDhiIjd4TiKMYb9+/dTVlbGiBEjuvQcLd0opaKupaWFvLw8TfIxICLk5eV1668lTfRKqZjQJB873f3eaqJXSimH00SvlIq5omFWrT5at6Jhw+MW+0MPPURBQcFRvx7tPT1CoRAPPvggS5cujdox9WJsgikeNYrS8vJjPmbokCFs+eSTOEWkVO+V7t7Fqj0NUTve2YOzjvn1N998k7/85S/079+fhoYGfvnLX/b4XOeddx433njjZ+6rrq7mhhtuYNOmTTz77LNMmDChx8dvV1JSwrhx46iqquJXv/oVCxYs6PUx22miTzCl5eU03HrrMR+T1Ys3rVKpYOHChXzrW99i9uzZbNy4scPH7Nmzh9/85jdH/SUQiUQwxnRYD+/fvz+nnHIK1dXVvU7yra2tGGOYN28eq1atYtCgQUS715cmeqWU41x00UVccsklnHvuufzkJz8BYPHixWzbto3t27dz//33c9ddd/Hee+/h8Xh4/PHHeeKJJxgxYgQ/+tGPGDBgAK+88gorV67s1nmbm5u56qqrmDJlCh9++CG/+tWvuOOOO2hsbGT79u0MHTqUp59+mhdeeIHnn3+euro69u7dy4UXXsjq1atZsGAB1157LQDLli3j0Ucfpbm5mXfeeQePp+fpWmv0SinHmTdvHhs3bmTEiBHMmjWLDz/8kJtvvpnCwkKGDBnC+++/z4wZMygoKODuu+/m/PPP59e//jX/9V//xVlnncWiRYvYuXNnt8+7dOlStmzZQp8+fWhoaMDlcvHBBx9w+umn88QTT/Dss88CcPPNN/PDH/6QuXPnUllZyXXXXQfAggULOO644wCYNGkSr732GuvXr6eioqJX3w9N9Eopx3nkkUcoLi7md7/7HXPmzKG+vp5wOMyECRN46KGHmDVrFgDhcBiAvn37kpubS3V1Nc3NzezZs6fb59yxYwcVFRUYY7jmmmt4+umn8fv9+Hw+/H4/Ho+HSCQCQE1NDXV1dVRVVQH/N13y8Lnxubm5+Hy+z8TZU1q6UUo5TllZGXPnzmXgwIGMHDmSqVOncvfdd3P55ZdzyimnsGjRIgA++eQT7rzzTjZs2MBDDz1ESUkJ8+fP5+DBgxx//PE8++yz9OvXD4C1a9dy2mmnAbB79242bNhAaWkpixYtora2lkceeYTNmzezcuVKRo4cyaWXXsptt93G3r172bBhAzk5OQC8//77zJ8/n5tvvpnJkycDHIrz4osv5he/+AXl5eW89dZbjB8/HoANGzb0qm4v0Z4aFA0TJ040qdqPPsvv79LF2Ibm5jhFpFT3bdmyheLi4kOfFw0bTunuDlul98jQomHs3rWzV8d47LHHeOyxx3j99dejElN3PPzww1x11VWsXLmSu+++mzVr1nT7GEd+jwFEZL0xZuKRj9URvVIq5nqblKMtEonw3nvvsWvXLlasWME555wT1/OvW7eOjRs3EggEDv11EUtxTfQi4gauMMb8KZ7nVUqpw7lcLn7/+98D0V/w1BUPPfRQXM8Xk4uxIuIWkYdFpEJEFovI9SJigBBwYizOqZRSPZEKPXliNaIfCNwC/A/wTaAKyG77WmuMzqmUUqoDMRnRG2PKgQHAXcDbQB9gO7AFmNPRc0RknoisE5F17VOOlFJK9V4s59G3AlcCtwP1xphBwHzgdx092BizxBgz0RgzMT8/P4ZhKaVUaolVjT7LGFNmjKkE9gF72760AujdEi+lVNIpHjWKLL8/arfiUaPiFntH3Svb++CEw2GMMUQikUOLodo/dnSRNxgMsnTpUhYuXPi5r61bt4558+bF4BXErkY/X0RGA28AvwV+JiLLgTDWKF8plUK60qyvOzpr7Bfr7pUvv/wyc+bMYe3atfzkJz9BRLj33nt57LHH+MY3vsHChQu57777uOuuuyguLj6UwOvq6liyZAkzZ848dKytW7cyduxYHn74YbZt29bjOI8lJoneGPOLI+56JBbnUUqpjsS6e+Ull1zCtGnTePXVV1m0aBFnnXUWW7duZeHChVRXV3PllVeSl5fH/Pnz6du376Hn9e/fn5EjRx76fPHixfj9fsaOHcuUKVPYunVrL195x7TXjVLKcdq7V1544YXU19cDVlK95ZZbuOiii9i+fTs//vGPeemll/jpT39KYWEhK1asYMeOHVx++eXcdNNNjBw5ktLS0qOe45ZbbmHx4sWMGTOG6dOns2bNGjweD6+++iozZ86kvLyce++9l7///e/U19czZ84cfvaznx1aBfvBBx9w2223HepkCXDgwAGuu+46BgwYwOrVq6P2/dBEr5RynHh0r7z44ovx+Xw8//zzfOlLX2Lp0qXU1NQA1oKswYMHs3btWsLhMA888ADBYJA777yT008/HYAJEyZw4okncumll3LZZZcB1pz+xx57jJkzZ0a1NYMmeqWU48Sje6XL5eK73/0uCxcuZOjQoUybNo2vfOUrXHDBBYCVtLOzreVD+/bto66u7tDz2onIZzpW9uvXDxHB5/P1umPl4bTXjVLKcWLdvbLd17/+dV544QXOPvtssrOzuffeexkwYABgtS0uLS1l7dq1h64XXH311ZSVldHQ0EB9fT1TpkzhnnvuIScnh40bN7J7924++ugjSkpKqK+vP+o1gu7S7pUJRrtXKic4srNiV/ZC7o5o7Jsc6+6V7Uk6Eol8ZhQfDodxu929Pr52r1RKJZRE28w+Ht0r20fihyd5ICpJvrs00SulUo7d3SvjTS/GKqViIlkSaDJ2r+zu91YTvVIq6tLT09m/f3/SJPtkYoxh//79pKend/k5WrpRSkVdYWEhZWVlaCfa2EhPT6ewsLDLj9dEr5SKOq/Xy4gRI+wOQ7XR0o1SSjmcJnqllHI4TfRKKeVwmuiVUsrhNNErpZTDaaJXSimH00SvlFIOp4leKaUcThO9Uko5nCZ6pZRyuJgkehFxi8jDIlIhIotF5HgReUBE7hWRqbE4p1JKqY7FakQ/ELgFuAzwA48CfwUWA38Ukfh33ldKqRQVk0RvjCkHBgB3AR8Ak4G9bbdhwLgjnyMi80RknYis0453SikVPbGs0bcCVwK3t31+eHf/z53XGLPEGDPRGDMxPz8/hmEppVRqiUmbYhHJMsaUtf17N5ANFALNQBlQEovzKqWU+rxY9aOfLyKjgTeA3wJvA98BDgLXGGOCMTqvUkqpI8Qk0RtjftHB3TfG4lxKKaWOTefRK6WUw2miV0oph9NEr5RSDqeJXimlHE4TvVJKOZwmeqWUcjhN9EoluKJhwxGRqN3SfL6oHk9EKBo23O5vkzqGWC2YUkpFSenuXaza0xC14509OCuqx2s/pkpcOqJXSimH00SfqFpaoKICwmG7I1FKJTkt3SSiTZvg5ZehtRWys+GrX4UhQ+yOSimVpHREn2CmRiLw17/CwIFw6aXgdsOTT0Jdnd2hKaWSlCb6RBIOsygYhJwcuPJKOPlkuPpqCIVg2TK7o1NKJSlN9InkqacYZwzMmgU+n3VfXh6ceSaUlEBlpb3xKaWSkib6RBGJwJ138qEIFBd/9muTJkFaGrz1lj2xKaWSmib6RLF6NWzfzoMeD4h89mt+P5x6Knz0EdTX2xOfUippaaJPFH/4A2Rn86LrKD+SU08FY6xkr5RS3aCJPhE0NMCzz8JXv0rzkaP5dnl51hTLjRvjG5tSKulpok8Ey5dDY6M1w+ZYTjwRKisZH4nEJy6llCNook8EL74IubnW7JpjOf54AC7RRK+U6oa4JnqxXBXPcya8UAj+9jf44hfB08lC5awsKCxktrZFUEp1Q0wSvYhki8hSEdkqIi+LyPkiYoAI8MVYnDNprVkDBw7AnDlde/yYMZxqDOzZE9u4lFKOEasR/VnAt4CTgDOB8UABkA18PUbnTE7Ll1ttDs49t2uPHzvW+vi//xu7mJRSjhKTRG+MecUY0wDkAhuB94G1wKfANzt6jojME5F1IrKuqqoqFmElphUrrAVRffp07fH5+ewUsX5BKKVUF8SsRi8iOcBVwMXAe8BwYDZwr4hkH/l4Y8wSY8xEY8zE/Pz8WIWVWOrrYe1aOOecrj9HhJUul/ULQmv1SqkuiFWNPhMrqS8CMoCrjGU9sAtojsV5k87q1Vay7k6iB153uaxuluvXxygwpZSTxKof/c3Az4Gn2j7/VET6A2XADcaYUIzOm1z++U+redkZZ3TraW+0r5597TWr7KOUUscQqxr9PcYYOew20hjzC2PMH40xq2JxzqS0YoU1dz49vVtPqxaBU06xEr1SSnVCd5iKk+JRoygtLz/0eZ4x7AoEuMPj4V6//9D9gUCgawecNQseeACamiAjI9rhKqUcRBN9nJSWl9Nw663/d0dJCTz9NLdfcw23FxUduttzxx1dO+CsWXDffVad//zzoxytShbGGFrChlAEQsYQjhjrCyK4AI8LPC7BI4LXBXK0XkrK0TTR26W0FFwuGDy4Z8+fOhW8Xqv8o4k+JQQjhsZghKaQoTEUOfRv08XnC5DmFm546K9sr23F5xZ8bsHvEfweF16X/hJwKk30dikvh0GDOm97cDSZmdaF2Ndfj2pYyn7hiOFAIExVc5h9zSGuf+BPrN3XTOthLY68Lsj0uBiU4SbDI6S5rVG7uy1Xty9DD0WMdTPQGjYEwga3x0tta4TWyGd/RXgE/B5XW+IXMj0usrz6C8AJNNHbIRKxEv0XvtC748yYAffcY83H7+qCK2WbsDE0hSI0hwzNoQjNYUNLyLqvKRShJhDmQCBMbSByaJTuEugzYCB909xkeq3km+FxkebuefK9Ye5FrNrTQMRYib853BZPyNAcMtQEwuw7bAJ0ulvom+YiN91NTpoLl5Z/ko4mejtUVlrNzIYO7d1xZsyAu+6y6vRf1BZCicIYQ2VzmJ0HW6lsCrE/EKahrcxyNF4X5KS5KfB7KM5xk5vuZoDfQ57PjWfCDFbtaYh6nC5pL9sAPvdnvhaKGBqCERqCEeqDEapawlQ2h3EJ9Pe5GZjhITtNm98mC030digrsz4WFvbuOFOmWHvJvv66JvoeKBo2nNLdu6J2PF9WNufN/R4X3PA96oNWnaVPmov8dDeDM7yfGZGne4QMjwu/26qPexKsPOJxCTk+NzltvwAixlDXGmF/S5iqljD7WsL0TXNRlOWhT5q7k6Mpu2mit0NZmVVj79u3d8fx++H002HlyujElWJKd++KykjZGMO+5jA7DgYJG+jnczN1UAYj+6SR6XXGqNclQj+fm34+N8Ozrddb1hhk04FW8tPdZObk2R2iOgZnvAuTTVmZNZqPRq1zxgz44AOore39sVS3hSKGLTWtfFIfJNPj4sErZ/K10X05KS/dMUn+SB6XMDjTw6n56RRmeqhuCfO9595kR32r3aGpo3DmOzGRNTVZ/ed7W7ZpN2OGdXF3lS44jrdAOMKmAwFqWyMcl+3lhNw09pSkzp6+bhGGZXs5Jc9Hw/4qnv5XPW/tbcKYrk74VPGiiT7eolWfbzd5stUvR6dZxlVr2LDpQCuBsGF8vzQGZXpSdjFShtfF76+9gOP7+Vhd0cTy0kYimuwTitbo462szCrZ9HSh1JHS062maFqnj5twxPBxTYBgxHBCro9sh5ZouiPY0sRFw7Lok+bi7cpmAuEIFw/P1qmYCULfofFWXg4FBdZsmWiZMQM+/NAqCamYMsawra6VxpBhbE6aJvnDiAjTBmcyfXAGW2pbWV7aoGWcBKHv0niKRP7vQmw0TZ8OxmidPg72Noc5EIgwPNtDrk+nFXbk9IIMzijw8+H+AKsrmuwOR6GJPr6qq6G1NfqJftIka6qllm9iqikUYWd9kJw0F4MztOp5LGcNyuDkPB9rKpv5+EAXO7KqmNFEH0/RvhDbzuez+tproo8ZYwyf1AVxCYzum5ayF167SkQ4rzCLwkwPr+w+yN4m3WvITt1O9CKiQ5meKiuzRt65udE/9owZsGmT9VeDirqqljAHgxGGZ3t71WcmlbhdwpdG9MHvcfHiznpaw1qvt0uXEr2I/L/DPn0wRrE4XzQXSh1p+nTr4xtvRP/YKS4UMew8GCTLKwzwa12+OzK9Li4alkVNIMI/yqLfr0d1zTETvYiMFZGngetFZIWIrAEuj09oztLHGKiqgiFDYnOC006z2ipo+SbqyhpDBCMwso+WbHpiWHYaZxT42XQgQEmt1uvtcMxEb4zZCvwQ2AE8Dvw3MCsOcTnOqZG2ZuLRrs+383qtzUh04VRUtYYNFY0h8tPdZOlUyh47c1AGBX43/yhtoDkU6fwJKqo6fecaY3YbY2YaYx43xjwRj6CcaFL7fOJYjejBKt9s3gz79sXuHCmmrDFIBBiapZemesMtwoVF2TSHDP8sb7Q7nJTT1Rr9n0QkKCIRYH0XHp8tIktFZKuIvCwiw0Tk9yKyQES+0uuok9CkSATy862VrLEyY4b1UUf1UREIR9jbFKbA78bv0dF8bxVkeDi9wM9HBwLsOqgN0OKpq+/eImAcMAK4rAuPPwv4FnAScCawBFgL/BxYIiL9uh9qEjOG0yKR2JVt2p16KmRlaZ0+SsobrSmBhTqaj5opAzPom+bitTLthxNPXU3027Fq89PabsdkjHnFGNMA5AIbgYnAXmNMKxACzjjyOSIyT0TWici6qqqqrsafHLZvJxdin+g9HjjrLB3RR0EoYu0S1T/dTbq766N5cbsRkajenMTrEs4ZkklVS5gPqlvsDidldHWo0ghcBwSAAuD7nT1BRHKAq4CLgZ1Ym9C3+9z/HGPMEqyRPxMnTnTWr/p33rE+xjrRg1W++fvfoaLC2nxc9UhFU4iIgSGZ3RvNm3A46tv+nT04K6rHs9uYvmkMy/KyuqKJ8f18WhaLg65+hxcYY84wxswALujswSKSCcwGFgEZbXcXikga4AXe7kGsyevtt6kDq0Yfa1qn77WIMVQ0hchJczl28xA7iQizCjMJhA2rtBdOXHT6LhaRYuDptnn0K4BHunDcm4GngCBQAdwCTAJ+AtxojEmt5ZvvvMN6lys2C6WONGEC9Omjib4XqlvCBCMwuJujedV1+X4PE/qns6G6hf0t2h4h1rryTu4DLAf2YpVfJnf2BGPMPcA9R9z9eLejc4KGBti4kfdEOCce53O74eyz9YJsL+xtCpPuFnLSdDQfS2cOzGDTgRZWVzRx6Yg+dofjaF15J38MPA2sxCq5dJro1WHeew8iEd51xTFpzJgB27dbve9VtzQGIxwMRhiY4XbchdBEk+l1cVq+n5LaVm16FmNdyT7jgU+xLqhuBjR7dMfb1uWItfFM9Oe0/e3w2mvxO6dD7G0OIcAAv5Zt4mFSgZ90t7CqQhdRxVJXsk81UGCMcRljPMaYi2MdlKO8/TYUF1Mbz9HhySfDwIHW7BvVZeGIoaptSqXXpaP5eEh3uzi9wM+n9UFKG4J2h+NYXWmB8C/gTBEpF5EyEel01o1qY4yV6KdMie95RWD2bFi+HEL6J3FXVbWECRsYmKEdKuPp1Hw/WR6XjupjqKv1hGuxZtJ8F7g+ZtE4zbZt1j6uZ3xufVjszZ4NtbXw7rvxP3eS2tsUIsMjug9snHldwuQCP6UNIR3Vx0hX39FbjDHPGWOeA/4Vy4Acpa0+H/cRPcC551ozcLR80yWNwQiNIUOB36MXYW1wSv90MjzCmr06rz4WuproB4tIjYjUA3FY3ukQb78NOTkwblz8z52Twzqvlw9+/nOy/P6j3opHjYp/bAloX3MYAfJ1YxFbeF3CpAF+dhwMUtGoo/poO+bUAhF5DFgBzMWaYpmG1QpBdcWaNTB5MsRzxs1hXg6FWGAMDTfdZDU760DWL38Z56gSjzGGqpYQ/XwuvQhrown903mnspk1lc18+Tiv3eE4SmcZqNQY84QxJmKMWWaMeQlrXr3qTF2d1Rvejvp8m+Xtv2A++cS2GJJBbWuEYESnVNrN53YxMd/P9rpW9jXrJIJo6izR13VwX3MsAnGc996zZt3YUZ9vs0nEGslv325bDMlgX3MYj0A/n16EtdvE/HTSXMI7lZpmoqmzd/b4tgZlAIjIQGBCbENyiDVrrGmOk21cSCwCo0fDv/4F4bB9cSSwUMRwoCVMf78bl16EtV26x8Up/dPZUhOgrlXfs9HSWaJ/FtguIs+KyN+ALcAfYx+WA7z9NpxwgtVgzE5jx0IgADt32htHgtrfEiYCDEjXsk2imJifjgBr9+moPlo62xz8FeBqwABh4DpjzIvxCCyphcNWD3obyzaHHHectXF4SYndkSSkfc1WA7Msr47mE0WfNDdbXn+Ft3btx98nJ2obuBQNG273S7NNp8MYY8wKrJk3qqs2bbIuxp51lt2RWEl+5Ehr8daFF8anVXKS6JM/kPpghKFZOnc+0SxbvJDvTr+Q/1m/k8Ks6MzAcdoGLt2hV59i4Y03rI/TOt11MT7GjoX6emvXKXXIiefOAaB/us6dTzR7t28mJ83FnqaQ7i0bBZroY+GNN2DECBg61O5ILGPGWCP5rVvtjiShnHTeHDI9QoZuZZeQhmR6CEagqlkvyvaWvsOjLRKBVasSZzQPkJEBRUWa6A9TGwhTdNJpOppPYH3TXGR6hPKmEEZH9b2iiT7aPv4Y9u9PrEQPVvmmshJqauyOJCGU1AYALdskMhFhcKaH5pChpjVidzhJTRN9tCVafb7d2LHWRx3VA/BxTYDdG9eSrmWbhNY/3U2aC/Y06krZ3tB3ebS98QYUFsLw4XZH8lm5uZCfr4ke2N8SYl9zmA+Xv2B3KKoTLhEGZXioa43QGNRRfU/FNdGLiFtEvhbPc8aVMVainzYtMacxjh0Lu3ZBc2ovRNlS0wrApn/okpBkMDDDg0t0VN8bMUv0IjJTRFa1/ft6ETFACDgxVue03datsG9f4pVt2o0bZ/0y2rbN7khsY4xhS02AoiwvB6sr7Q5HdYHHJRT43VS1hAmE9aJsT8Qk0YvIOMANFLXdVQVkt90WxOKcCSFR6/PtBg+G7OyUXiVb1RJmfyBMcb80u0NR3TAow4PB2gVMdV9MEr0xpgQ4fNjYB9iO1StnTkfPEZF5IrJORNZVVVXFIqzY+8c/rPr86NF2R9IxEWtU/8kn0NpqdzS22FITQICxOT67Q1Hd4Pe4yPW52NsUIhzRUX13xatG/6IxZhAwH/hdRw8wxiwxxkw0xkzMz8+PU1hRFArBP/8J55+fmPX5duPHW7GmYI/69rLN8GyvLpJKQkMyPYQM7GvRBVTdFZd3uzGmfSPIFYAz1+GvXWttxn3eeXZHcmxFRdYCqi1b7I4k7iqbw9S2RhjXT0fzySjb6yLLK+xp1AVU3RWT3qwikgZcBuSIyDTgFmA5VgfMK2NxTtu9+qo1kp850+5Ijs3lsso3H31kjexTSElNABcwpq/W55ORiDA4w8O2uiAHAhHydLFbl8Uk0RtjWoFft90A3ojFeRLKq6/CaadBXp7dkXSuuBjef9/akCRFGGPYUhtgeB8vfi3bJK3+6W52HQyxpzGkib4bdLeFKJg0YgRrdu7kV243d/r9HT4mEAjEOapjGDECfL6UKt/sbQ5R1xrhzIEZdofiSOJ2x6XVs4gwKNPNzoMhGoIRsrz6S7srNNFHwcjycjzArddcw63DhnX4GM8dd8Q3qGNxu63FU1u34kmRWueWmlZcomWbWDHhMKv2NETteMfqHV/g91DaYI3qx+Toz7Mr9NdhFMyKRCAtzZpamSyKi6GlhbMjzl9WboyhpCbAiGyv9rZxgPYFVNW6gKrL9F3fW8YwMxKxyiHuJKoZjhwJXi+XpkCir2gKUR+MME7nzjtG+wKqCl1A1SWa6Htr82aGG5O4i6SOxuuFMWO4KBy29rh1sC01AdwCo7Vs4xjpHhd56W5dQNVFmuh768W2xlhjxtgbR08UFzMA4M037Y4kZowxbK1tZUR2mpZtHGZIhoewsdZHqGPTd35vvfgi74lYPWTiJNjSQpbf3+mt05k+o0fTDPD88/EI2xZ72ss22tvGcbLTXGR7XVToDlSd0lk3vVFeDmvX8jePh0lxPG0YCNx6a6eP63SmT1oar7lcXPz883D//dZiKofRso2zDc70sLW2VRdQdcJ5/7Pj6aWXAPhbEifIF91uKCuzWjg4THvZ5rg+afjcyfszUkeX53Phcwvl2qv+mPTd3xsvvgijRlGSyE3MOrHM5QKPB557zu5Qoq6sMcTBYIRxOtfasdrbIhwMRjio+8oelSb6nqqvhxUrYM6cxO5W2Yna9v48zz1nbUriICW1ATwCo7Rs42gD/G7cYl2PUR3TRN9Ty5ZBMGgl+mT3la/Ap59a/W8cImIMW2u0bJMKrAVUHqpbwrSEdVTfEf0f0FPPPAMDBsAZZ9gdSe9ddpk1r/5Pf7I7kqgpawzREIpQrC2JU8LgTOtCbEWjTrXsiCb6nqivh7/9Da64IrlWwx5Nbi7Mnm0leocsniqpsco2I/to2SYV+Nwu+qe7qWwOEdIFVJ+jib4nXnoJWlrg3/7N7kii58orYc8eWL3a7kh6LWIMW2sDjOybRpo7ea+fqO4ZnNm+gEpr9UfSRN8Tf/4zDB0KU6bYHUn0XHwxZGbCU0/ZHUmv7ToYpDFkKNbeNikl2+uib5qL8sYQYYdNLOgtTfTddeAALF8OX/2qsxYYZWTAl74Ezz4LidQ7vwc21wTwuURn26SgoZkeghHY1+SMEmS0OChTRV/xqFGfaytwU0EBhEJMfeCBrrcaSBZXXgk1NdYvsiQVjBi21bYyJicNj0vLNqmmT5qLPl4XZY0hIjqqP0RbIBxDaXk5DUe2GnjiCair48358w/Nn0+oTUV6Y9YsyM+Hxx+HSy6xO5oe+VddK60Rw/G5WrZJRSJCYZaHj2ta2dccZmCGpjjQEX331NfDjh1wwglJvUjqqLxeuOYa62Lzvn12R9Mjm2sCZHlcFGV57Q5F2SQnzUWWV3RUfxhN9N3x4YfWx5NPtjeOWJo7F0IhWLrU7ki6rTkU4V/1rRT3S8PlxF/EqktEhKGZXgJhwz5tYQzEMNGLyEwRWdX27+NF5AERuVdEpsbqnDFlDGzYAMOGWfPOnWr8eGsR2COPJF1LhK21rUQMHJ+bbncoymb9fNaovrRBZ+BAjBK9iIwD3EBR212PAn8FFgN/FJHkW2VUVmbNuHHyaL7d3LlQUgJr1tgdSbdsrmkh1+emwJ98by8VXSLCsCwvrRHDXu2BE5uLscaYEhFpARCRbGAysLftNgwYB2w+/DkiMg+YB1BUVETC2bDBqmGPH293JFHVvonJ4TKNYRuw7OyzmZtmTVEcOmQIWz75xIYIu6a+NUxpQ4ipAzMQLdsoIMfnJifNRVlDiAJ/al+UjcerlyM+Qgd/SRhjlgBLACZOnJhYf2sFg/DRR1aS9zlrNsdRNzFZtoyvrl3LV7/9bcjOJuuXv4x7bN3xcY01xVVn26jDFWV72bg/wJ4U71cf84uxxph6YC1QCBQAZUBJrM8bVVu2QGsrnHKK3ZHEz+TJEIkkxYYkxhg2HwgwOMNDP5+WbdT/yfa6yPO5KG8KkZU3wO5wbBOrGn0acBmQIyLTgK+3ff5t4BpjTDAW542Z9euhXz/rQmyq6NcPxo61XnsosUdDe5tDVLWEOUFH86oDw7K9GAPnf+c2u0OxTaxq9K3Ar9tu7W6MxblirrISdu+Gc8915tz5Yzn9dNi61bo+kcA27bc6VY7XlsSqA36Pi8GZHiZe8jX2NAYZnJl6ayx0Hn1n1q+3WhGnUtmm3bBhUFgIb74JbRdtj3UrHjUqpuEUDRuOiHzm5vWl89ane1n3ynP4ve7Pff1YN5U6CjM91FdV8o+yRkwKTrdM7UvRncg0xlokdfzxVtOvVCMC06bBk09yJbCko4u2h4n1BdvS3btYtafhM/dVNYfYVhfkqiu/xk1fv7pbxzt7cFY0w1MJzOMSlj3wX/S583d8dCDAiXmptdZCR/THcHk4bF2EPfVUu0Oxz8iRMHgwP4aE3JRkX3OYNJfQN03fyurYNrzyFwZneFi5p5GmUGptOaj/O47GGG4Ih63tAocOtTsa+4jA9OmMAKuMlUACYUNta4QBfreWYlSnjDFcUJRFS8jwz7JGu8OJK030R7NuHacYAxMnpt5F2CONGsVKgNdft3bWShD72nYSGqArYVUXDfB7mDLQz+aaANvrHNJevAs00R/N4sU0AJx0kt2R2E+EHwI0NyfMVoPGGCqbw/RJc+H36NtYdd0ZBRnkp7tZvruRlhQp4ej/kI7U1MCf/8wzbrfjVsL21AawZh69+671/bFZTWuEQNgwSEfzqpvcLuGLw7JpDEVSZhaOJvqOPPIINDfzsFuTyGecc461feI//mF3JOxtCuF1QW66/oxU9w3M8HDmwAw21wTYuN/5JRxN9EcKheC3v4Xp09nkpD1hoyE7G6ZOtVpCfPqpbWEEwhFqAhEK/B7tO6967IyBfoZne3m1rIFKh3e41Ex2pBdesFbCfu97dkeSmM44w2qP8Pe/2zbdcm/bxs8FGTqaVz3nEuHiYdn4PS5e2FlPIOzcer0m+iMtWgTHHQcXXWR3JInJ44ELLoDqanjvvbifPmIMlc0h+vlcpLv17at6J9PrYs7wbGoDEV7cedCxWw/q/5TDrVsHb70FN99stT1QHRszBkaPtqZbHjwY11MfaAkTjMDAFO8vrqJnaJaX84Zm8ml90LEXZ1My0RePGtVhr5Y/TZ5MPTDo1lvJ8vsJBJx/kabHLrjAKt289lpcT7unKUS6W+jnS8m3roqRCf39TB7g54PqFtZUNtsdTtSl5LCotLychiP7thw8aJVtJk+m4oILAPDccUf8g0sWublWvX71aqtFRBx2BSs6aSIHg4bjsr26ElZF3fTBGTSGIqyuaMIjMLnAOf2tdFjUbu1aa6ONSZPsjiR5TJ0KffpYF2Yjsb+QNfXqb+MRXQmrYkNEuLAoi+KcNFbuaeLNiibHlHE00YM1pXL9emujjdxcu6NJHmlpcN55sHdvzPvg1AbCHD/jQgoyPLhdOppXseES4aLh2ZyY6+PNvU0sK21wxAXalCzdfM7GjdDUZG2fp7pn/HgYMQJWrCAvhv8h1lU1YyIRBmXoW1bFlrttZJ/tdbGmspmGYISLh2WTnsStNpI38mgxBtasgYEDYfhwu6NJPiIweza0tnJ7jLYcbAlF2Lg/wIfLn8fn1tG8ij0R4ezBmZxXmMmO+iB/2FpLRdPnd0DtaDOc3tyKhg2PyevR4dHWrbB/P3z5y9qlsqfy82HSJK5/5x1riurEiVE9fFPIUJDh5s0nH+I7N1wf1WMrdSxfyPdTkOHhxR0HWbqtjumDM5mYn35oRXZHm+H0Rqw2w0ntEb0x1rz5nByrBKF6bvp0qgC+852oX5jNTXdz1egcKrZuiupxleqKIZlevj4uh+Oy01hR3sgft9VR3ZxcLRPinuhF5Jp4n/Oodu+GsjKYMsVq1qV6zufjNq8X3nkHnnjC7miUiiq/x8WXj8vmomFZHAiE+Z+ttaza00iaP9Pu0LokbtlNRIyIGCC2G4t2x1tvWXvBTphgdySO8GeXy5pbf+utUFtrdzhKRZWIcEJuOt8o7kdxjo81lc384IV32NccSvhpmPEcxn4FyAZGxfGcR7dvH2zfbs2b93rtjsYRjIjV+bOqChYssDscpWIi0+vi4uHZXDOmL3V7y9leF2Tj/gD1rYm3p3K7eCb6B4FSYLGIfG7Fi4jME5F1IrKuqqoq9tG89ZaV4HWBVHRNmAA33mgl/E1aU1eJQ9zuqM6QKcxKY/H1sxnd10trxLDpQCslNYGE3LUqnrNuRgF+4F3gfOCVw79ojFkCLAGYOHFiTP8OKjQGPvoITjsN/P5Ynio13XUXPPOMdWF25UqdzaQSggmHozpDBqxZMgP8HvJ8bsqbQpQ3hjhQHWBQhoehWR48CbK4L24jemNMkzFmP9audHvjdd6O/Ef7fO8pU+wMw7lyc+Huu+GNN+DPf7Y7GqVizu0SirK8fKF/Ovl+N3uaQqyvaqGiKTHq93FJ9CJyg4gsEZFLgP81xrwfj/N2aPdurg2HrRJD3762heF4N9xgzaf/wQ/i3spYKbv43MLovmmcnOcjw+vi0/ogH1QHqAnYW7+PS6I3xjxijJlnjHnJGPN4PM55VPfcY3086yxbw3A8txt+/3urD45emFUpJsvr4oR+aYzLScMAH9e0sq22lWDEntF9ak0e370bHn2UJ9xuHc3Hw2mnwTe+Ab/5jXVNRKkUIiLkpbuZ0N/H0EwP1S1h3q9qocqG6Zipleh//nMA7vNo54e4+fnPrV+qN91krURWKsW4RCjK9nJyno90j7CtLkhJnEf3qZPoS0rgkUdg3jzKdBZI/OTlwS9+AatWweP2Vu2UslOm18VJuT6GZ3uoCUTYUN1CbZxq96mT6P/zP61VsLffbnckqWfuXOuayPe+Z7WcUCpFiQhDMr2clOfDLcLmmlZ2HgzGvOd9aiT6VavgxRetZJ+fb3c0qcflgj/8AYJBK+lrCUeluCyvi5P7+xjod1PeGOKjAwEC4dgttHJ+oo9E4D/+AwoLrRGlssfIkXDfffDqq3D//XZHo5Tt3CKM7JvG2Jw0mkKGDdUBxpwxMybncv5VySeesPaDfewxq3SjYibY0kLWsVYaG8OTLhdf/MEP8Jx2mk5xVQron+4m0+OjpLaV637zJDWBMP180d0X2dmJvrraGs2feSZckzjdkZ0qDARuvfXYD2ppYfvChYy+4gp4910oKopLbEolMr/HxUl5Pr595dX85PW/R/34zi7d/OhHUFcHixdrv/lEkZ7OVV4vNDfDBRdYu3sppXCLsOWNZTE5tnOz37Jl1gXA738fTjzR7mjUYT52uayL459+ChdeCDU1doeklKM5M9FXVcH118MJJ8Add9gdjerItGlWh8sNG6x/79ljd0RKOZbzEn0kAv/+79YOR089BenpdkekjuaSS+CVV2DHDpg82dqGUCkVdc5L9AsWwMsvw733askmQbXPzsny+8m66CLOaG1lR3k5wSlTuM3rpW96OsWjEmMjMqWcwFmzbp5+Gu680xrRz59vdzTqKDqcndPcDC+9xF0lJdzVvz+zSkttiU0pJ3LOiD4ctnY2mjrVao+r/WySi98PV1wBl18ODQ281toKs2dbayCUUr3inETvdsPrr8Pzz4PPZ3c0qidEYPx4+M53uM3jsZL8pElwxhnw5JOk2R2fUknKOYkerE6J2ssm+aWlscjjsaZf3n+/tfDt6qspA0b+9Adkr3tX++Uo1Q3OqtEDxaNGUVpefszHBAKBOEWjeirY0kJWQQEAYgzTvV6uDQa56A8PMfgPD7FDhGdcLl4dOIgFa0tsjlapxOa4RF9aXk5DJ8vwPTq3PuF1dMF2wR13MPmm75PxyVYGlnzMj3bvJLK3wp4AlUoijkv0ytmMz0fj8SfRePxJuBobWfzYQ0y1OyilEpyzavQqpUQyM6nW2VVKdSouI3oR8QL3AduAgcaYn8XjvEoppeI3op8L5BhjfgdME5FZcTqvUkqlPDFxmKYmIs8BnxhjbhWRZ4BdxpgfHvGYecC8tk/HAlt7eLr+QHWPg008Tno9Tnot4KzX46TXAs56Pd15LcOMMZ+bYx6vi7HSdmv3ub8kjDFLgCW9PpHIOmPMxN4eJ1E46fU46bWAs16Pk14LOOv1ROO1xKt08xpQ2PbvgrbPlVJKxUG8Ev3DQK2IzAfeNMZEf68spZRSHYpL6cYYEwS+HY9zEYXyT4Jx0utx0msBZ70eJ70WcNbr6X1JOx4XY5VSStlHF0wppZTDaaJXSimH00SvVC+IyDV2xxANInKtiFxhdxwqNhyT6EUkW0SWishWEXlZRJJ69xERcYvIwyJSISKL7Y4nGkTkdBF52e44okFEjIgY4Jd2x9JbIvI7wGuMecbuWHpLRH7a/rNpu51td0w9JSJDRWSxiNwoIg+K9Lyxk2MSPXAW8C3gJOBMYLy94fTaQOAW4DLAb3MsvSYiJ2L9fLLsjiVKvgJkA0m9i7mITAGmGmMetTuWKFkO5LfdHjHGrLI5nt64Aigxxvw3MADI6emBHJPojTGvGGMagFxgI7DJ5pB6xRhTjvXDvQt42+ZwekVExgAjgJV2xxJFDwKlwGIRcdsdTC9cCqwUka+JyO0iktQ7Nhpj1hljqrEGSh/aHU8vPQNMEZHTgb8YY2p6eiDHJHoAEckBrgIuNsaEbA4nGlqBK4HbRWSm3cH0wn8C/w7cDJwgIt+wOZ5oGNV2OxM43+ZYeqMvUG+M+RMwBbjO5nii5VrgT3YH0UtZwGJgF1YO6PFfj45J9CKSCcwGFgEZInKDvRH1johkGWPKjDGVwD6g1uaQeswY8+/GmEuBB4CPjDEP2xxSrxljmowx+4ENwF6bw+mNj7HakgAcBCI2xhIVbX9h9Wv7+SSzbwFZxpgKYDNwQk8P5JhEjzVafAoIAhVAsm8MO19EHhWRa4HfGmPW2x2QsojIDSKyREQuAf7XGPO+3TH1wh+wBkZzgQbgjzbHEw2nA2/aHUQUPAZ8WUT+DagEXunpgXRlrFJKOZyTRvRKKaU6oIleKaUcThO9Uko5nCZ6pZRyOE30SinlcJrolTqMiHxTRCqP8fU7ROSDKJ5voog4aZMMlYA00Sv1Wa9itZ44mteBfr09iYiMbfvnN4AxvT2eUseiiV6lBBEZLCJH7TQpIq62FZWdLSzp1cITEfGKyLew2g1AkvcxUskhLnvGKhUPIjIPGAoUAu8DxwGjsbqA3gZMEpEQVj+Xa4EdwEKsFhMXAjO6eb5vYY3G288xE5gDlAPnth2vAfjvtnNdAvy+LZbVIlLfdqhcEXkcq4XHl40xq3vw8pU6Kh3RKyeZhpVgP8Hqq1OGlXS/gNU5s9IY81OsVrbfB/4fsBr4HjC8Oydq66105DkMkGuMuQGrs+WZwHxghzHmB0Ae8AFWZ9UXjDHPtx3OANcD/wSmd/dFK9UZTfTKSX4F3A/cgJU8PzDGfBN4re3r7e2E64ADQH+sXv+De3AuV9vxDj9HAGhu+3qo7ev9gL4ikgFktn3NAOmHHavGWL1IAofFqFTUaOlGOcllQA1W3XsJ8BcR2YA1YgcYJSI/A04BvgmMA36LtYHIZqzNRGoAROQ0Y8zaDs4xE6u170Dgp0ec41RgiIicAAzCGuX/Efgz1k5U7bN53gZ+LCK1WBvlFLU9ZxzQR0TEaBMqFUXa1EylBBG5HrjeGDM9zuc9DWubvjUiUgWcaYzZFs8YlNIRvXI8EXEBk4BhInKOMWZFF54zGXjyiLvLevCLIhf4oYisBH6jSV7ZQUf0KqVoWUSlIk30SinlcDrrRimlHE4TvVJKOZwmeqWUcjhN9Eop5XD/HzGFZIOqDa4yAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=df, x=\"sepal_length\", color=\"skyblue\", label=\"Sepal Length\", kde=True)\n",
    "sns.histplot(data=df, x=\"sepal_width\", color=\"red\", label=\"Sepal Width\", kde=True)\n",
    "\n",
    "plt.legend() \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(7, 7))\n",
    "\n",
    "sns.histplot(data=df, x=\"sepal_length\", kde=True, color=\"skyblue\", ax=axs[0, 0])\n",
    "sns.histplot(data=df, x=\"sepal_width\", kde=True, color=\"olive\", ax=axs[0, 1])\n",
    "sns.histplot(data=df, x=\"petal_length\", kde=True, color=\"gold\", ax=axs[1, 0])\n",
    "sns.histplot(data=df, x=\"petal_width\", kde=True, color=\"teal\", ax=axs[1, 1])\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
